humanizer-ms: Instructions file for Claude Code

CLAUDE.md

humanizer-ms CLAUDE.md is an instructions file for Claude Code from edwardxckf/humanizer-ms. It costs 1,138 tokens per session, scanned A, original, MIT.

Repository instructions for maintaining the humanizer-ms skill and its packaged copies. The skill edits Malay text to remove common signs of AI-generated writing.

In plain words
What is it for?
Use them when editing the Malay writing patterns, watched phrases, documentation, or packaging files, and when checking that all copies stay consistent.
Why use it?
They explain which files contain the actual content, which files package it for different agents, and how to verify changes when there is no automated test suite.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: mentions .claude-plugin; mentions CLAUDE.md; mentions Claude Code.

This is edwardxckf/humanizer-ms's own configuration. It tells Claude Code how to work on humanizer-ms itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything humanizer-ms configures →

Reuse

Borrowing it

Nothing to install: this file belongs to edwardxckf/humanizer-ms. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/edwardxckf/humanizer-ms/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/edwardxckf/humanizer-ms

Made for: Claude Code.

Wrote this? Show the measurements

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README.md
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Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Per session 1,138 This file is loaded in full into every session.
When invoked 1,138 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.01138 $0.01138
Opus 5.5 $0.00455 $0.00455
Sonnet 5.5 $0.00228 $0.00228
Haiku 4.5 $0.00114 $0.00114

Measured 1mo ago against content hash 4db244fe0da3, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

humanizer-ms CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

CLAUDE.md · 73 lines

How it starts

The opening of the file, as written. The whole thing — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

What this repo is

A content repo, not a code repo. There is no build, no test suite, no lint, no dependencies. The deliverable is an agent skill that removes AI writing patterns from Malay (Bahasa Melayu) text, adapted from blader/humanizer (English) and op7418/humanizer-zh (Chinese).

Architecture: two payload files, everything else is packaging

Everything under skills/humanizer-ms/ is the payload. Every other file exists only to get that folder in front of some agent harness.

Payload file Role
SKILL.md The patterns. Frontmatter description is what triggers the skill; body holds 34 numbered patterns with before/after examples in Malay, detection guidance (false positives, signs of human writing), invocation modes, and the draft → audit → final loop
kata-ai.txt One watched phrase per line, consumed by grep -oiFf. A smell counter, not a ban list. Deliberately short: only phrases that are wrong in every register, so the grep does not flag correct formal Malay

The two travel together: AGENTS.md and the READMEs shell out to kata-ai.txt by relative path.

Packaging fan-out — edit one, check the others

The same skill is registered six ways. A change to the skill's name, description, or path has to be mirrored:

  • .claude-plugin/plugin.json + .claude-plugin/marketplace.json — Claude Code
  • .codex-plugin/plugin.json — Codex (also carries interface.longDescription and defaultPrompt)
  • .agents/plugins/marketplace.json — Codex/Antigravity; hardcodes the upstream clone URL, so a fork that doesn't change the owner here will install upstream instead of itself
  • skills/humanizer-ms/agents/openai.yaml — OpenAI-harness interface block
  • gemini-extension.json → GEMINI.md → @./skills/humanizer-ms/SKILL.md (import chain)
  • AGENTS.md — plain rules-file route; duplicates the grep command
  • plugin.json at repo root — minimal name/description

Read the full file on GitHub · 73 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 73 lines · 1,138 tokens per session scan A 4db244fe0da3

Subscribe to this mod's changes

humanizer-ms CLAUDE.md is an instructions file published in the GitHub repository edwardxckf/humanizer-ms (2 stars, last pushed 2mo ago), licensed MIT. It adds 1,138 tokens to every session, about $0.0046 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other instructions, from other repositories